{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目标检测和边界框\n",
    "\n",
    "在前面的一些章节中，我们介绍了诸多用于图像分类的模型。在图像分类任务里，我们假设图像里只有一个主体目标，并关注如何识别该目标的类别。然而，很多时候图像里有多个我们感兴趣的目标，我们不仅想知道它们的类别，还想得到它们在图像中的具体位置。在计算机视觉里，我们将这类任务称为目标检测（object detection）或物体检测。\n",
    "\n",
    "目标检测在多个领域中被广泛使用。例如，在无人驾驶里，我们需要通过识别拍摄到的视频图像里的车辆、行人、道路和障碍的位置来规划行进线路。机器人也常通过该任务来检测感兴趣的目标。安防领域则需要检测异常目标，如歹徒或者炸弹。\n",
    "\n",
    "在接下来的几节里，我们将介绍目标检测里的多个深度学习模型。在此之前，让我们来了解目标位置这个概念。先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x267e95415c8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = plt.imread('catdog.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 边界框\n",
    "\n",
    "在目标检测里，我们通常使用边界框（bounding box）来描述目标位置。边界框是一个矩形框，可以由矩形左上角的$x$和$y$轴坐标与右下角的$x$和$y$轴坐标确定。我们根据上面的图的坐标信息来定义图中狗和猫的边界框。图中的坐标原点在图像的左上角，原点往右和往下分别为$x$轴和$y$轴的正方向。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bbox是bounding box的缩写\n",
    "dog_bbox, cat_bbox = [60, 45, 378, 516], [400, 112, 655, 493]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以在图中将边界框画出来，以检查其是否准确。画之前，我们定义一个辅助函数`bbox_to_rect`。它将边界框表示成matplotlib的边界框格式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bbox_to_rect(bbox, color):\n",
    "    # 将边界框(左上x, 左上y, 右下x, 右下y)格式转换成matplotlib格式：\n",
    "    # ((左上x, 左上y), 宽, 高)\n",
    "    return plt.Rectangle(\n",
    "        xy=(bbox[0], bbox[1]), width=bbox[2]-bbox[0], height=bbox[3]-bbox[1],\n",
    "        fill=False, edgecolor=color, linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们将边界框加载在图像上，可以看到目标的主要轮廓基本在框内。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(img)\n",
    "fig.axes.add_patch(bbox_to_rect(dog_bbox, 'blue'))\n",
    "fig.axes.add_patch(bbox_to_rect(cat_bbox, 'red'));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 在目标检测里不仅需要找出图像里面所有感兴趣的目标，而且要知道它们的位置。位置一般由矩形边界框来表示。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf2.0-gpu",
   "language": "python",
   "name": "tf2.0-gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
